{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "We have 373 days 19:58:00.942000 worth of data for this one:\n",
      "Points=14876 Min=9.970503668 Max=9.970560527 Mean=9.97052502827147 Std=8.546573727650348e-06\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import FormatStrFormatter\n",
    "\n",
    "# Fetch data\n",
    "columns = [\"Time\", \"3458A\"]\n",
    "dut=\"ADRmu11\"\n",
    "raw=pd.read_csv(\"https://raw.githubusercontent.com/marcoreps/multiinstrumentalist/master/csv/\"+dut+\"-3458A.csv\", usecols=columns)\n",
    "\n",
    "# Use datetime as index\n",
    "raw[\"Time\"] = pd.to_datetime(raw[\"Time\"], unit='ms')\n",
    "raw = raw.set_index(pd.DatetimeIndex(raw[\"Time\"]))\n",
    "raw = raw.drop('Time', axis=1)\n",
    "\n",
    "# Print some stats\n",
    "print(\"We have \"+str(raw.index.max() - raw.index.min())+\" worth of data for this one:\")\n",
    "print(\"Points=\"+str(raw[columns[1]].count())+\" \\\n",
    "Min=\"+str(raw[columns[1]].min())+\" \\\n",
    "Max=\"+str(raw[columns[1]].max())+\" \\\n",
    "Mean=\"+str(raw[columns[1]].mean())+\" \\\n",
    "Std=\"+str(raw[columns[1]].std()))\n",
    "\n",
    "# Conversion functions for secondary Y-axis\n",
    "def to_ppm(x):\n",
    "    return (x-raw[columns[1]].mean())/.00001\n",
    "\n",
    "def from_ppm(x):\n",
    "    return x*.00001+raw[columns[1]].mean()\n",
    "\n",
    "# Set up a plot\n",
    "plt.rcParams[\"figure.figsize\"] = [14, 7]\n",
    "fig, ax = plt.subplots()\n",
    "ax.grid()\n",
    "ax.set(xlabel='time', ylabel='voltage (V)', title=dut+' vs HP 3458A')\n",
    "ax.plot(raw)\n",
    "\n",
    "# Set up a secondary Y-axis\n",
    "secax = ax.secondary_yaxis('right', functions=(to_ppm, from_ppm))\n",
    "secax.set_ylabel('deviation from mean (µV/V)')\n",
    "ax.yaxis.set_major_formatter(FormatStrFormatter('%.7f'))\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu11 vs ADRmu3\n",
      "Both were measured on 182 days:\n",
      "Max diff=0.10361063600000087     Mean=0.10356660504945059     Std=1.103735389211485e-05\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu11 vs ADRmu4\n",
      "Both were measured on 129 days:\n",
      "Max diff=0.03708277950000216     Mean=0.03500425865739202     Std=0.002662948484487542\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu11 vs ADRmu9\n",
      "Both were measured on 182 days:\n",
      "Max diff=0.02822762104464438     Mean=0.02815174744760587     Std=2.432051402990316e-05\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu11 vs ADRmu12\n",
      "Both were measured on 182 days:\n",
      "Max diff=0.0008968520000003366     Mean=0.0008699640769231738     Std=9.074084769487396e-06\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu1 vs ADRmu11\n",
      "Both were measured on 182 days:\n",
      "Max diff=0.025782659000000763     Mean=0.025739726230769252     Std=1.0867614802944493e-05\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu11 vs ADRmu6\n",
      "Both were measured on 160 days:\n",
      "Max diff=0.02539900149999852     Mean=0.025395125387500005     Std=1.9028995698477932e-06\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu11 vs ADRmu15\n",
      "Both were measured on 143 days:\n",
      "Max diff=0.028987599000000586     Mean=0.028939101349650304     Std=1.3582296299005098e-05\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu11 vs ADRmu20\n",
      "Both were measured on 57 days:\n",
      "Max diff=0.07714023850000018     Mean=0.07712750212280704     Std=6.408671979317841e-06\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import FormatStrFormatter\n",
    "\n",
    "def MUvsMU(dut1, dut2):\n",
    "    print(dut1+' vs '+dut2)\n",
    "    \n",
    "    # Fetch data\n",
    "    columns = [\"Time\", \"3458A\"]\n",
    "    DUT_one=pd.read_csv(\"https://raw.githubusercontent.com/marcoreps/multiinstrumentalist/master/csv/\"+dut1+\"-3458A.csv\", usecols=columns)\n",
    "    DUT_two=pd.read_csv(\"https://raw.githubusercontent.com/marcoreps/multiinstrumentalist/master/csv/\"+dut2+\"-3458A.csv\", usecols=columns)\n",
    "\n",
    "    # Use datetime as index\n",
    "    DUT_one[\"Time\"] = pd.to_datetime(DUT_one[\"Time\"], unit='ms')\n",
    "    DUT_one = DUT_one.set_index(pd.DatetimeIndex(DUT_one[\"Time\"]))\n",
    "    DUT_one = DUT_one.drop('Time', axis=1)\n",
    "    DUT_one = DUT_one.rename(columns={\"3458A\": \"one\"})\n",
    "\n",
    "    # Resample to one daily value\n",
    "    daily_one = DUT_one.resample(\"d\").median()\n",
    "\n",
    "    DUT_two[\"Time\"] = pd.to_datetime(DUT_two[\"Time\"], unit='ms')\n",
    "    DUT_two = DUT_two.set_index(pd.DatetimeIndex(DUT_two[\"Time\"]))\n",
    "    DUT_two = DUT_two.drop('Time', axis=1)\n",
    "    DUT_two = DUT_two.rename(columns={\"3458A\": \"two\"})\n",
    "    daily_two = DUT_two.resample(\"d\").median()\n",
    "\n",
    "    # Join one and two based on day\n",
    "    both = daily_one.join(daily_two, on=\"Time\")\n",
    "    both= both.dropna()\n",
    "    both[\"diff\"] = abs(both[\"one\"] - both[\"two\"])\n",
    "\n",
    "    #Print some stats\n",
    "    print(\"Both were measured on \"+str(len(both))+\" days:\")\n",
    "    print(\"Max diff=\"+str(both[\"diff\"].max())+\" \\\n",
    "    Mean=\"+str(both[\"diff\"].mean())+\" \\\n",
    "    Std=\"+str(both[\"diff\"].std()))\n",
    "\n",
    "    # Conversion functions for secondary Y-axis\n",
    "    def to_ppm(x):\n",
    "        return (x-both[\"diff\"].mean())/.00001\n",
    "\n",
    "    def from_ppm(x):\n",
    "        return x*.00001+both[\"diff\"].mean()\n",
    "\n",
    "    # Set up a plot\n",
    "    plt.rcParams[\"figure.figsize\"] = [14, 7]\n",
    "    fig, ax = plt.subplots()\n",
    "    ax.grid()\n",
    "    ax.set(xlabel='time', ylabel='difference (V)', title=dut1+' vs '+dut2)\n",
    "    ax.plot(both[\"diff\"])\n",
    "\n",
    "    # Set up a secondary Y-axis\n",
    "    secax = ax.secondary_yaxis('right', functions=(to_ppm, from_ppm))\n",
    "    secax.set_ylabel('deviation from mean (µV/V)')\n",
    "    ax.yaxis.set_major_formatter(FormatStrFormatter('%.7f'))\n",
    "\n",
    "    plt.show()\n",
    "\n",
    "MUvsMU(\"ADRmu11\", \"ADRmu3\")\n",
    "MUvsMU(\"ADRmu11\", \"ADRmu4\")\n",
    "MUvsMU(\"ADRmu11\", \"ADRmu9\")\n",
    "MUvsMU(\"ADRmu11\", \"ADRmu12\")\n",
    "MUvsMU(\"ADRmu1\", \"ADRmu11\")\n",
    "MUvsMU(\"ADRmu11\", \"ADRmu6\")\n",
    "MUvsMU(\"ADRmu11\", \"ADRmu15\")\n",
    "MUvsMU(\"ADRmu11\", \"ADRmu20\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
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